Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 12452 |
| Missing cells | 262434 |
| Missing cells (%) | 57.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.5 MiB |
| Average record size in memory | 296.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 5 |
| DateTime | 6 |
| Boolean | 1 |
| Unsupported | 20 |
ID_BATCH_PILE has a high cardinality: 12452 distinct values | High cardinality |
ID_BATCH_LOT has a high cardinality: 4152 distinct values | High cardinality |
ID_PILE has a high cardinality: 2848 distinct values | High cardinality |
TYPE_PILE_END has 2931 (23.5%) missing values | Missing |
NB_TRAY_INOCULATED has 474 (3.8%) missing values | Missing |
DATE_INOCULATION has 765 (6.1%) missing values | Missing |
DATE_END_CYCLE has 1528 (12.3%) missing values | Missing |
DATE_SIEVING has 2523 (20.3%) missing values | Missing |
DATE_END has 2848 (22.9%) missing values | Missing |
IS_CONFORM has 1560 (12.5%) missing values | Missing |
CONFORMITY_TYPE has 12452 (100.0%) missing values | Missing |
AGE_PILE has 765 (6.1%) missing values | Missing |
PILE_WEIGHT_BEGIN has 12452 (100.0%) missing values | Missing |
LOT_WEIGHT_BEGIN has 12452 (100.0%) missing values | Missing |
PILE_WEIGHT_END has 12452 (100.0%) missing values | Missing |
LOT_WEIGHT_END has 12452 (100.0%) missing values | Missing |
WEIGHT_SUBSTRACT has 12452 (100.0%) missing values | Missing |
QR_CODE has 12452 (100.0%) missing values | Missing |
QR_CODE_GZ has 12452 (100.0%) missing values | Missing |
AVG_TEMPERATURE has 12452 (100.0%) missing values | Missing |
TIME_TEMP_INF_CRI has 12452 (100.0%) missing values | Missing |
TIME_TEMP_INF_MIN has 12452 (100.0%) missing values | Missing |
TIME_TEMP_NORM has 12452 (100.0%) missing values | Missing |
TIME_TEMP_SUP_MIN has 12452 (100.0%) missing values | Missing |
TIME_TEMP_SUP_CRI has 12452 (100.0%) missing values | Missing |
AVG_HUMIDITY has 12452 (100.0%) missing values | Missing |
TIME_HUM_INF_CRI has 12452 (100.0%) missing values | Missing |
TIME_HUM_INF_MIN has 12452 (100.0%) missing values | Missing |
TIME_HUM_NORM has 12452 (100.0%) missing values | Missing |
TIME_HUM_SUP_MIN has 12452 (100.0%) missing values | Missing |
TIME_HUM_SUP_CRI has 12452 (100.0%) missing values | Missing |
ID_BATCH_PILE is uniformly distributed | Uniform |
ID_BATCH_LOT is uniformly distributed | Uniform |
ID_BATCH_PILE has unique values | Unique |
CONFORMITY_TYPE is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
PILE_WEIGHT_BEGIN is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
LOT_WEIGHT_BEGIN is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
PILE_WEIGHT_END is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
LOT_WEIGHT_END is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
WEIGHT_SUBSTRACT is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
QR_CODE is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
QR_CODE_GZ is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
AVG_TEMPERATURE is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_TEMP_INF_CRI is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_TEMP_INF_MIN is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_TEMP_NORM is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_TEMP_SUP_MIN is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_TEMP_SUP_CRI is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
AVG_HUMIDITY is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_HUM_INF_CRI is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_HUM_INF_MIN is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_HUM_NORM is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_HUM_SUP_MIN is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TIME_HUM_SUP_CRI is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
NB_TRAY_INOCULATED has 308 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-29 16:10:42.829500 |
|---|---|
| Analysis finished | 2021-12-29 16:11:48.032539 |
| Duration | 1 minute and 5.2 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 12452 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| P-1098-211102 | 1 |
|---|---|
| P-483-210310 | 1 |
| P-937-210819 | 1 |
| P-2311-211130 | 1 |
| P-771-210812 | 1 |
| Other values (12447) |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 12.54818503 |
| Min length | 10 |
Characters and Unicode
| Total characters | 156250 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 12452 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | P-1204-210909 |
|---|---|
| 2nd row | P-1204-210928 |
| 3rd row | P-315-210615 |
| 4th row | P-1462-210928 |
| 5th row | P-92-210521 |
| Value | Count | Frequency (%) |
| P-1098-211102 | 1 | < 0.1% |
| P-483-210310 | 1 | < 0.1% |
| P-937-210819 | 1 | < 0.1% |
| P-2311-211130 | 1 | < 0.1% |
| P-771-210812 | 1 | < 0.1% |
| P-328-210129 | 1 | < 0.1% |
| P-1250-210702 | 1 | < 0.1% |
| P-1612-211214 | 1 | < 0.1% |
| P-2385-211012 | 1 | < 0.1% |
| P-1033-211019 | 1 | < 0.1% |
| Other values (12442) | 12442 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| p-2324-211215 | 1 | < 0.1% |
| p-435-210416 | 1 | < 0.1% |
| p-1052-211118 | 1 | < 0.1% |
| p-1469-211104 | 1 | < 0.1% |
| p-1015-210714 | 1 | < 0.1% |
| p-1113-210705 | 1 | < 0.1% |
| p-1609-210825 | 1 | < 0.1% |
| p-1288-211209 | 1 | < 0.1% |
| p-428-210401 | 1 | < 0.1% |
| p-249-210329 | 1 | < 0.1% |
| Other values (12442) | 12442 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 34897 | |
| 2 | 25960 | |
| - | 24904 | |
| 0 | 16894 | |
| P | 12452 | 8.0% |
| 9 | 6456 | 4.1% |
| 8 | 6027 | 3.9% |
| 3 | 5906 | 3.8% |
| 6 | 5815 | 3.7% |
| 7 | 5789 | 3.7% |
| Other values (7) | 11150 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 118887 | |
| Dash Punctuation | 24904 | 15.9% |
| Uppercase Letter | 12459 | 8.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 34897 | |
| 2 | 25960 | |
| 0 | 16894 | |
| 9 | 6456 | 5.4% |
| 8 | 6027 | 5.1% |
| 3 | 5906 | 5.0% |
| 6 | 5815 | 4.9% |
| 7 | 5789 | 4.9% |
| 5 | 5580 | 4.7% |
| 4 | 5563 | 4.7% |
| Value | Count | Frequency (%) |
| P | 12452 | |
| N | 3 | < 0.1% |
| U | 1 | < 0.1% |
| K | 1 | < 0.1% |
| O | 1 | < 0.1% |
| W | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| - | 24904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 143791 | |
| Latin | 12459 | 8.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 34897 | |
| 2 | 25960 | |
| - | 24904 | |
| 0 | 16894 | |
| 9 | 6456 | 4.5% |
| 8 | 6027 | 4.2% |
| 3 | 5906 | 4.1% |
| 6 | 5815 | 4.0% |
| 7 | 5789 | 4.0% |
| 5 | 5580 | 3.9% |
| Value | Count | Frequency (%) |
| P | 12452 | |
| N | 3 | < 0.1% |
| U | 1 | < 0.1% |
| K | 1 | < 0.1% |
| O | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 156250 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 34897 | |
| 2 | 25960 | |
| - | 24904 | |
| 0 | 16894 | |
| P | 12452 | 8.0% |
| 9 | 6456 | 4.1% |
| 8 | 6027 | 3.9% |
| 3 | 5906 | 3.8% |
| 6 | 5815 | 3.7% |
| 7 | 5789 | 3.7% |
| Other values (7) | 11150 | 7.1% |
| Distinct | 4152 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| L-1013-211210 | 6 |
|---|---|
| L-1001-211209 | 6 |
| L-1147-211111 | 4 |
| L-635-210904 | 3 |
| L-776-210731 | 3 |
| Other values (4147) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 12.20936396 |
| Min length | 11 |
Characters and Unicode
| Total characters | 152031 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | L-698-210909 |
|---|---|
| 2nd row | L-698-210928 |
| 3rd row | L-162-210615 |
| 4th row | L-787-210928 |
| 5th row | L-527-210521 |
| Value | Count | Frequency (%) |
| L-1013-211210 | 6 | < 0.1% |
| L-1001-211209 | 6 | < 0.1% |
| L-1147-211111 | 4 | < 0.1% |
| L-635-210904 | 3 | < 0.1% |
| L-776-210731 | 3 | < 0.1% |
| L-708-210716 | 3 | < 0.1% |
| L-1229-211218 | 3 | < 0.1% |
| L-1200-211115 | 3 | < 0.1% |
| L-1125-211030 | 3 | < 0.1% |
| L-538-210526 | 3 | < 0.1% |
| Other values (4142) | 12415 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| l-1013-211210 | 6 | < 0.1% |
| l-1001-211209 | 6 | < 0.1% |
| l-1147-211111 | 4 | < 0.1% |
| l-679-210727 | 3 | < 0.1% |
| l-1060-211124 | 3 | < 0.1% |
| l-1241-211206 | 3 | < 0.1% |
| l-966-210918 | 3 | < 0.1% |
| l-887-210906 | 3 | < 0.1% |
| l-601-211014 | 3 | < 0.1% |
| l-604-210617 | 3 | < 0.1% |
| Other values (4142) | 12415 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 32842 | |
| - | 24904 | |
| 2 | 23643 | |
| 0 | 17278 | |
| L | 12452 | 8.2% |
| 9 | 6394 | 4.2% |
| 6 | 6271 | 4.1% |
| 7 | 6081 | 4.0% |
| 8 | 6050 | 4.0% |
| 5 | 5668 | 3.7% |
| Other values (2) | 10448 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 114675 | |
| Dash Punctuation | 24904 | 16.4% |
| Uppercase Letter | 12452 | 8.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 32842 | |
| 2 | 23643 | |
| 0 | 17278 | |
| 9 | 6394 | 5.6% |
| 6 | 6271 | 5.5% |
| 7 | 6081 | 5.3% |
| 8 | 6050 | 5.3% |
| 5 | 5668 | 4.9% |
| 3 | 5230 | 4.6% |
| 4 | 5218 | 4.6% |
| Value | Count | Frequency (%) |
| L | 12452 |
| Value | Count | Frequency (%) |
| - | 24904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 139579 | |
| Latin | 12452 | 8.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 32842 | |
| - | 24904 | |
| 2 | 23643 | |
| 0 | 17278 | |
| 9 | 6394 | 4.6% |
| 6 | 6271 | 4.5% |
| 7 | 6081 | 4.4% |
| 8 | 6050 | 4.3% |
| 5 | 5668 | 4.1% |
| 3 | 5230 | 3.7% |
| Value | Count | Frequency (%) |
| L | 12452 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 152031 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 32842 | |
| - | 24904 | |
| 2 | 23643 | |
| 0 | 17278 | |
| L | 12452 | 8.2% |
| 9 | 6394 | 4.2% |
| 6 | 6271 | 4.1% |
| 7 | 6081 | 4.0% |
| 8 | 6050 | 4.0% |
| 5 | 5668 | 3.7% |
| Other values (2) | 10448 | 6.9% |
| Distinct | 2848 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| 351 | 17 |
|---|---|
| 788 | 17 |
| 786 | 17 |
| 660 | 17 |
| 658 | 17 |
| Other values (2843) |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 3.547944105 |
| Min length | 1 |
Characters and Unicode
| Total characters | 44179 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 613 ? |
|---|---|
| Unique (%) | 4.9% |
Sample
| 1st row | 1204 |
|---|---|
| 2nd row | 1204 |
| 3rd row | 315 |
| 4th row | 1462 |
| 5th row | 92 |
| Value | Count | Frequency (%) |
| 351 | 17 | 0.1% |
| 788 | 17 | 0.1% |
| 786 | 17 | 0.1% |
| 660 | 17 | 0.1% |
| 658 | 17 | 0.1% |
| 504 | 16 | 0.1% |
| 460 | 16 | 0.1% |
| 370 | 16 | 0.1% |
| 726 | 16 | 0.1% |
| 458 | 16 | 0.1% |
| Other values (2838) | 12287 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 786 | 17 | 0.1% |
| 660 | 17 | 0.1% |
| 788 | 17 | 0.1% |
| 351 | 17 | 0.1% |
| 658 | 17 | 0.1% |
| 773 | 16 | 0.1% |
| 372 | 16 | 0.1% |
| 504 | 16 | 0.1% |
| 458 | 16 | 0.1% |
| 371 | 16 | 0.1% |
| Other values (2838) | 12287 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 8856 | |
| 2 | 6227 | |
| 3 | 3868 | |
| 4 | 3723 | |
| 7 | 3698 | |
| 5 | 3688 | |
| 8 | 3586 | |
| 6 | 3556 | |
| 0 | 3495 | 7.9% |
| 9 | 3475 | 7.9% |
| Other values (5) | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 44172 | |
| Uppercase Letter | 7 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 8856 | |
| 2 | 6227 | |
| 3 | 3868 | |
| 4 | 3723 | |
| 7 | 3698 | |
| 5 | 3688 | |
| 8 | 3586 | |
| 6 | 3556 | |
| 0 | 3495 | 7.9% |
| 9 | 3475 | 7.9% |
| Value | Count | Frequency (%) |
| N | 3 | |
| U | 1 | 14.3% |
| K | 1 | 14.3% |
| O | 1 | 14.3% |
| W | 1 | 14.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 44172 | |
| Latin | 7 | < 0.1% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 8856 | |
| 2 | 6227 | |
| 3 | 3868 | |
| 4 | 3723 | |
| 7 | 3698 | |
| 5 | 3688 | |
| 8 | 3586 | |
| 6 | 3556 | |
| 0 | 3495 | 7.9% |
| 9 | 3475 | 7.9% |
| Value | Count | Frequency (%) |
| N | 3 | |
| U | 1 | 14.3% |
| K | 1 | 14.3% |
| O | 1 | 14.3% |
| W | 1 | 14.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44179 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 8856 | |
| 2 | 6227 | |
| 3 | 3868 | |
| 4 | 3723 | |
| 7 | 3698 | |
| 5 | 3688 | |
| 8 | 3586 | |
| 6 | 3556 | |
| 0 | 3495 | 7.9% |
| 9 | 3475 | 7.9% |
| Other values (5) | 7 | < 0.1% |
ID_LOT
Real number (ℝ≥0)
| Distinct | 1111 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 717.2773852 |
|---|---|
| Minimum | 58 |
| Maximum | 1367 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 97.4 KiB |
Quantile statistics
| Minimum | 58 |
|---|---|
| 5-th percentile | 165 |
| Q1 | 501 |
| median | 731 |
| Q3 | 959 |
| 95-th percentile | 1200 |
| Maximum | 1367 |
| Range | 1309 |
| Interquartile range (IQR) | 458 |
Descriptive statistics
| Standard deviation | 313.4473297 |
|---|---|
| Coefficient of variation (CV) | 0.4369959742 |
| Kurtosis | -0.7949196053 |
| Mean | 717.2773852 |
| Median Absolute Deviation (MAD) | 229 |
| Skewness | -0.1682928773 |
| Sum | 8931538 |
| Variance | 98249.22849 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 309 | 48 | 0.4% |
| 205 | 48 | 0.4% |
| 168 | 45 | 0.4% |
| 265 | 45 | 0.4% |
| 450 | 42 | 0.3% |
| 494 | 42 | 0.3% |
| 323 | 42 | 0.3% |
| 454 | 39 | 0.3% |
| 315 | 39 | 0.3% |
| 130 | 39 | 0.3% |
| Other values (1101) | 12023 |
| Value | Count | Frequency (%) |
| 58 | 3 | < 0.1% |
| 68 | 3 | < 0.1% |
| 78 | 3 | < 0.1% |
| 84 | 6 | |
| 85 | 9 |
| Value | Count | Frequency (%) |
| 1367 | 3 | |
| 1366 | 3 | |
| 1365 | 3 | |
| 1364 | 3 | |
| 1363 | 3 |
TYPE_PILE_START
Real number (ℝ≥0)
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.16798346 |
|---|---|
| Minimum | 10 |
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 97.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 10 |
| median | 20 |
| Q3 | 30 |
| 95-th percentile | 30 |
| Maximum | 70 |
| Range | 60 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 8.288658913 |
|---|---|
| Coefficient of variation (CV) | 0.4109810448 |
| Kurtosis | -0.453083508 |
| Mean | 20.16798346 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.1949968991 |
| Sum | 251131.73 |
| Variance | 68.70186657 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 20 | 4026 | |
| 30 | 3864 | |
| 10 | 3789 | |
| 12 | 329 | 2.6% |
| 32 | 184 | 1.5% |
| 22 | 146 | 1.2% |
| 30.01 | 51 | 0.4% |
| 20.01 | 17 | 0.1% |
| 50 | 15 | 0.1% |
| 70 | 9 | 0.1% |
| Other values (8) | 22 | 0.2% |
| Value | Count | Frequency (%) |
| 10 | 3789 | |
| 10.06 | 1 | < 0.1% |
| 12 | 329 | 2.6% |
| 12.01 | 3 | < 0.1% |
| 20 | 4026 |
| Value | Count | Frequency (%) |
| 70 | 9 | 0.1% |
| 50 | 15 | 0.1% |
| 32 | 184 | |
| 30.07 | 3 | < 0.1% |
| 30.06 | 3 | < 0.1% |
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 2931 |
| Missing (%) | 23.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.34623569 |
|---|---|
| Minimum | 10 |
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 97.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 10.11 |
| Q1 | 10.15 |
| median | 20.12 |
| Q3 | 30.2 |
| 95-th percentile | 30.22 |
| Maximum | 32 |
| Range | 22 |
| Interquartile range (IQR) | 20.05 |
Descriptive statistics
| Standard deviation | 8.131707822 |
|---|---|
| Coefficient of variation (CV) | 0.3996664516 |
| Kurtosis | -1.469313949 |
| Mean | 20.34623569 |
| Median Absolute Deviation (MAD) | 9.99 |
| Skewness | -0.01910623179 |
| Sum | 193716.51 |
| Variance | 66.12467211 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30.21 | 1277 | 10.3% |
| 10.13 | 687 | 5.5% |
| 30.2 | 665 | 5.3% |
| 10.12 | 553 | 4.4% |
| 20.11 | 537 | 4.3% |
| 20.1 | 526 | 4.2% |
| 10.14 | 483 | 3.9% |
| 30.22 | 468 | 3.8% |
| 20.13 | 465 | 3.7% |
| 30.19 | 411 | 3.3% |
| Other values (53) | 3449 | |
| (Missing) | 2931 |
| Value | Count | Frequency (%) |
| 10 | 6 | |
| 10.03 | 3 | < 0.1% |
| 10.05 | 3 | < 0.1% |
| 10.07 | 3 | < 0.1% |
| 10.08 | 13 |
| Value | Count | Frequency (%) |
| 32 | 94 | |
| 30.29 | 15 | 0.1% |
| 30.28 | 3 | < 0.1% |
| 30.27 | 3 | < 0.1% |
| 30.26 | 12 | 0.1% |
REF_PILE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| ILA | |
|---|---|
| PRE | |
| IPU | |
| NC | 24 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.998072599 |
| Min length | 2 |
Characters and Unicode
| Total characters | 37332 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PRE |
|---|---|
| 2nd row | PRE |
| 3rd row | IPU |
| 4th row | PRE |
| 5th row | PRE |
| Value | Count | Frequency (%) |
| ILA | 4198 | |
| PRE | 4122 | |
| IPU | 4108 | |
| NC | 24 | 0.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ila | 4198 | |
| pre | 4122 | |
| ipu | 4108 | |
| nc | 24 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 8306 | |
| P | 8230 | |
| L | 4198 | |
| A | 4198 | |
| R | 4122 | |
| E | 4122 | |
| U | 4108 | |
| N | 24 | 0.1% |
| C | 24 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 37332 |
Most frequent character per category
| Value | Count | Frequency (%) |
| I | 8306 | |
| P | 8230 | |
| L | 4198 | |
| A | 4198 | |
| R | 4122 | |
| E | 4122 | |
| U | 4108 | |
| N | 24 | 0.1% |
| C | 24 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 37332 |
Most frequent character per script
| Value | Count | Frequency (%) |
| I | 8306 | |
| P | 8230 | |
| L | 4198 | |
| A | 4198 | |
| R | 4122 | |
| E | 4122 | |
| U | 4108 | |
| N | 24 | 0.1% |
| C | 24 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37332 |
Most frequent character per block
| Value | Count | Frequency (%) |
| I | 8306 | |
| P | 8230 | |
| L | 4198 | |
| A | 4198 | |
| R | 4122 | |
| E | 4122 | |
| U | 4108 | |
| N | 24 | 0.1% |
| C | 24 | 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 474 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.877692436 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 308 |
| Zeros (%) | 2.5% |
| Memory size | 97.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.331496518 |
|---|---|
| Coefficient of variation (CV) | 0.2729767273 |
| Kurtosis | 3.356931317 |
| Mean | 4.877692436 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.754275216 |
| Sum | 58425 |
| Variance | 1.772882977 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 6 | 4513 | |
| 5 | 4420 | |
| 4 | 1614 | 13.0% |
| 3 | 647 | 5.2% |
| 2 | 374 | 3.0% |
| 0 | 308 | 2.5% |
| 1 | 102 | 0.8% |
| (Missing) | 474 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 308 | 2.5% |
| 1 | 102 | 0.8% |
| 2 | 374 | 3.0% |
| 3 | 647 | |
| 4 | 1614 |
| Value | Count | Frequency (%) |
| 6 | 4513 | |
| 5 | 4420 | |
| 4 | 1614 | 13.0% |
| 3 | 647 | 5.2% |
| 2 | 374 | 3.0% |
DATE_BEGIN
Date
| Distinct | 7644 |
|---|---|
| Distinct (%) | 61.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| Minimum | 2021-01-04 09:32:09.623000 |
|---|---|
| Maximum | 2021-12-24 08:14:36.327000 |
Histogram with fixed size bins (bins=50)
DATE_INJECTION
Date
| Distinct | 6866 |
|---|---|
| Distinct (%) | 55.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| Minimum | 2021-01-04 09:32:09.623000 |
|---|---|
| Maximum | 2021-12-24 08:14:36.330000 |
Histogram with fixed size bins (bins=50)
| Distinct | 4754 |
|---|---|
| Distinct (%) | 40.7% |
| Missing | 765 |
| Missing (%) | 6.1% |
| Memory size | 97.4 KiB |
| Minimum | 2021-02-05 15:05:00 |
|---|---|
| Maximum | 2021-12-23 18:49:26.417000 |
Histogram with fixed size bins (bins=50)
| Distinct | 7406 |
|---|---|
| Distinct (%) | 67.8% |
| Missing | 1528 |
| Missing (%) | 12.3% |
| Memory size | 97.4 KiB |
| Minimum | 2021-01-01 00:01:00 |
|---|---|
| Maximum | 2021-12-24 08:12:37.767000 |
Histogram with fixed size bins (bins=50)
| Distinct | 6788 |
|---|---|
| Distinct (%) | 68.4% |
| Missing | 2523 |
| Missing (%) | 20.3% |
| Memory size | 97.4 KiB |
| Minimum | 2021-01-11 13:17:46.790000 |
|---|---|
| Maximum | 2021-12-24 08:12:37.767000 |
Histogram with fixed size bins (bins=50)
| Distinct | 5748 |
|---|---|
| Distinct (%) | 59.9% |
| Missing | 2848 |
| Missing (%) | 22.9% |
| Memory size | 97.4 KiB |
| Minimum | 2021-01-11 13:17:46.790000 |
|---|---|
| Maximum | 2021-12-24 08:14:36.327000 |
Histogram with fixed size bins (bins=50)
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1560 |
| Missing (%) | 12.5% |
| Memory size | 97.4 KiB |
| True | |
|---|---|
| False | |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 8723 | |
| False | 2169 | 17.4% |
| (Missing) | 1560 | 12.5% |
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 765 |
| Missing (%) | 6.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.33310516 |
|---|---|
| Minimum | 0 |
| Maximum | 317 |
| Zeros | 25 |
| Zeros (%) | 0.2% |
| Memory size | 97.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 11 |
| median | 14 |
| Q3 | 20 |
| 95-th percentile | 22 |
| Maximum | 317 |
| Range | 317 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 15.76286552 |
|---|---|
| Coefficient of variation (CV) | 1.028028266 |
| Kurtosis | 288.6377443 |
| Mean | 15.33310516 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 15.97350416 |
| Sum | 179198 |
| Variance | 248.4679293 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 21 | 1472 | |
| 13 | 1305 | |
| 12 | 1111 | |
| 11 | 1062 | |
| 14 | 971 | 7.8% |
| 10 | 968 | 7.8% |
| 20 | 768 | 6.2% |
| 15 | 574 | 4.6% |
| 22 | 513 | 4.1% |
| 9 | 409 | 3.3% |
| Other values (36) | 2534 | |
| (Missing) | 765 | 6.1% |
| Value | Count | Frequency (%) |
| 0 | 25 | 0.2% |
| 1 | 108 | |
| 2 | 96 | |
| 3 | 96 | |
| 4 | 123 |
| Value | Count | Frequency (%) |
| 317 | 3 | |
| 316 | 6 | |
| 312 | 3 | |
| 310 | 3 | |
| 308 | 3 |
PILE_POSITION
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 97.4 KiB |
| 2.0 | |
|---|---|
| 1.0 | |
| 3.0 | |
| nan |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 37356 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 3.0 |
| Value | Count | Frequency (%) |
| 2.0 | 3687 | |
| 1.0 | 3687 | |
| 3.0 | 3686 | |
| nan | 1392 | 11.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2.0 | 3687 | |
| 1.0 | 3687 | |
| 3.0 | 3686 | |
| nan | 1392 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 11060 | |
| 0 | 11060 | |
| 2 | 3687 | 9.9% |
| 1 | 3687 | 9.9% |
| 3 | 3686 | 9.9% |
| n | 2784 | 7.5% |
| a | 1392 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22120 | |
| Other Punctuation | 11060 | |
| Lowercase Letter | 4176 | 11.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 11060 | |
| 2 | 3687 | 16.7% |
| 1 | 3687 | 16.7% |
| 3 | 3686 | 16.7% |
| Value | Count | Frequency (%) |
| n | 2784 | |
| a | 1392 |
| Value | Count | Frequency (%) |
| . | 11060 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 33180 | |
| Latin | 4176 | 11.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 11060 | |
| 0 | 11060 | |
| 2 | 3687 | 11.1% |
| 1 | 3687 | 11.1% |
| 3 | 3686 | 11.1% |
| Value | Count | Frequency (%) |
| n | 2784 | |
| a | 1392 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37356 |
Most frequent character per block
| Value | Count | Frequency (%) |
| . | 11060 | |
| 0 | 11060 | |
| 2 | 3687 | 9.9% |
| 1 | 3687 | 9.9% |
| 3 | 3686 | 9.9% |
| n | 2784 | 7.5% |
| a | 1392 | 3.7% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| ID_BATCH_PILE | ID_BATCH_LOT | ID_PILE | ID_LOT | TYPE_PILE_START | TYPE_PILE_END | REF_PILE | NB_TRAY_INOCULATED | DATE_BEGIN | DATE_INJECTION | DATE_INOCULATION | DATE_END_CYCLE | DATE_SIEVING | DATE_END | IS_CONFORM | CONFORMITY_TYPE | AGE_PILE | PILE_POSITION | PILE_WEIGHT_BEGIN | LOT_WEIGHT_BEGIN | PILE_WEIGHT_END | LOT_WEIGHT_END | WEIGHT_SUBSTRACT | QR_CODE | QR_CODE_GZ | AVG_TEMPERATURE | TIME_TEMP_INF_CRI | TIME_TEMP_INF_MIN | TIME_TEMP_NORM | TIME_TEMP_SUP_MIN | TIME_TEMP_SUP_CRI | AVG_HUMIDITY | TIME_HUM_INF_CRI | TIME_HUM_INF_MIN | TIME_HUM_NORM | TIME_HUM_SUP_MIN | TIME_HUM_SUP_CRI | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | P-1204-210909 | L-698-210909 | 1204 | 698 | 12.00 | 10.13 | PRE | 5.0 | 2021-09-09 20:00:36.597 | 2021-09-09 20:00:36.600 | 2021-09-10 17:30:00.000 | 2021-09-23 19:07:17.623 | 2021-09-23 19:07:17.623 | 2021-09-28 18:43:03.180 | True | None | 13.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 1 | P-1204-210928 | L-698-210928 | 1204 | 698 | 10.00 | 10.11 | PRE | 5.0 | 2021-09-28 18:43:03.180 | 2021-09-28 18:43:03.180 | 2021-09-28 18:45:00.000 | 2021-10-09 07:26:43.683 | 2021-10-09 07:26:43.683 | 2021-10-11 17:52:26.663 | True | None | 11.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 2 | P-315-210615 | L-162-210615 | 315 | 162 | 32.00 | 32.00 | IPU | NaN | 2021-06-15 14:05:01.163 | 2021-06-15 14:05:01.163 | NaT | 2021-06-15 19:40:37.030 | NaT | NaT | False | None | NaN | 1.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 3 | P-1462-210928 | L-787-210928 | 1462 | 787 | 12.01 | 10.15 | PRE | 5.0 | 2021-09-28 10:48:03.927 | 2021-09-28 10:48:03.927 | 2021-10-01 06:25:00.000 | 2021-10-16 06:45:22.900 | 2021-10-16 06:45:22.900 | 2021-10-16 14:54:14.467 | True | None | 15.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 4 | P-92-210521 | L-527-210521 | 92 | 527 | 10.00 | 10.14 | PRE | 5.0 | 2021-05-21 11:17:38.973 | 2021-05-21 11:17:38.973 | 2021-05-21 11:25:00.000 | 2021-06-04 13:00:23.373 | 2021-06-04 13:00:23.373 | 2021-06-04 15:42:19.930 | True | None | 14.0 | 3.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 5 | P-1294-211118 | L-718-211118 | 1294 | 718 | 20.00 | 20.13 | ILA | 6.0 | 2021-11-18 19:38:39.213 | 2021-11-18 19:38:39.213 | 2021-11-18 19:38:39.213 | 2021-12-01 06:41:57.543 | 2021-12-01 06:41:57.543 | 2021-12-02 14:38:15.403 | True | None | 13.0 | 1.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 6 | P-1462-210826 | L-787-210826 | 1462 | 787 | 10.00 | 10.14 | PRE | 4.0 | 2021-08-26 14:57:52.287 | 2021-08-26 14:57:52.287 | 2021-08-26 16:30:00.000 | 2021-09-09 07:18:16.450 | 2021-09-09 07:18:16.450 | 2021-09-09 14:01:53.333 | True | None | 14.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 7 | P-730-210513 | L-510-210513 | 730 | 510 | 30.00 | 30.22 | IPU | 5.0 | 2021-05-13 13:15:22.127 | 2021-05-13 13:15:22.130 | 2021-05-13 13:20:00.000 | 2021-06-04 08:00:58.513 | 2021-06-04 08:00:58.513 | 2021-06-04 08:01:20.267 | True | None | 22.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 8 | P-730-210604 | L-510-210604 | 730 | 510 | 10.00 | 10.13 | PRE | 5.0 | 2021-06-04 08:01:20.267 | 2021-06-04 08:01:20.267 | 2021-06-04 09:55:00.000 | 2021-06-17 06:02:04.147 | 2021-06-17 06:02:04.147 | 2021-12-01 19:15:41.447 | True | None | 13.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 9 | P-1439-210713 | L-760-210713 | 1439 | 760 | 30.00 | 30.20 | IPU | 6.0 | 2021-07-13 15:01:53.997 | 2021-07-13 15:01:53.997 | 2021-07-13 15:01:53.997 | 2021-08-02 05:34:49.037 | 2021-08-02 05:34:49.037 | 2021-08-04 12:14:56.567 | True | None | 20.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
Last rows
| ID_BATCH_PILE | ID_BATCH_LOT | ID_PILE | ID_LOT | TYPE_PILE_START | TYPE_PILE_END | REF_PILE | NB_TRAY_INOCULATED | DATE_BEGIN | DATE_INJECTION | DATE_INOCULATION | DATE_END_CYCLE | DATE_SIEVING | DATE_END | IS_CONFORM | CONFORMITY_TYPE | AGE_PILE | PILE_POSITION | PILE_WEIGHT_BEGIN | LOT_WEIGHT_BEGIN | PILE_WEIGHT_END | LOT_WEIGHT_END | WEIGHT_SUBSTRACT | QR_CODE | QR_CODE_GZ | AVG_TEMPERATURE | TIME_TEMP_INF_CRI | TIME_TEMP_INF_MIN | TIME_TEMP_NORM | TIME_TEMP_SUP_MIN | TIME_TEMP_SUP_CRI | AVG_HUMIDITY | TIME_HUM_INF_CRI | TIME_HUM_INF_MIN | TIME_HUM_NORM | TIME_HUM_SUP_MIN | TIME_HUM_SUP_CRI | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12442 | P-2007-211015 | L-1024-211015 | 2007 | 1024 | 20.00 | 20.11 | ILA | 0.0 | 2021-10-15 14:46:34.340 | 2021-10-15 14:46:34.340 | 2021-10-15 15:15:00.000 | 2021-10-26 12:05:03.437 | 2021-10-26 12:05:03.437 | 2021-10-27 18:44:50.400 | True | None | 11.0 | 1.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12443 | P-1145-210618 | L-630-210618 | 1145 | 630 | 30.00 | 30.20 | IPU | 5.0 | 2021-06-18 16:21:51.163 | 2021-06-18 16:21:51.167 | 2021-06-18 16:21:51.167 | 2021-07-08 07:13:35.950 | 2021-07-08 07:13:35.950 | 2021-08-12 17:35:28.410 | True | None | 20.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12444 | P-1327-211108 | L-733-211108 | 1327 | 733 | 20.00 | 20.11 | ILA | 3.0 | 2021-11-08 18:19:24.780 | 2021-11-08 18:19:24.780 | 2021-11-08 18:19:24.780 | 2021-11-19 05:53:02.550 | 2021-11-19 05:53:02.550 | 2021-11-24 21:32:56.933 | True | None | 11.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12445 | P-1981-210924 | L-993-210924 | 1981 | 993 | 10.00 | 10.14 | PRE | 4.0 | 2021-09-24 15:41:54.910 | 2021-09-24 15:41:54.913 | 2021-09-24 15:41:54.913 | 2021-10-08 07:18:32.767 | 2021-10-08 07:18:32.767 | 2021-10-18 17:16:03.217 | True | None | 14.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12446 | P-625-210916 | L-258-210916 | 625 | 258 | 12.00 | 10.13 | PRE | 4.0 | 2021-09-16 13:03:30.817 | 2021-09-16 13:03:30.817 | 2021-09-16 13:03:30.817 | 2021-09-29 08:31:58.193 | 2021-09-29 08:31:58.193 | 2021-09-29 09:01:29.950 | True | None | 13.0 | 3.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12447 | P-1505-210817 | L-891-210817 | 1505 | 891 | 10.00 | 10.11 | PRE | 4.0 | 2021-08-17 13:53:31.647 | 2021-08-17 13:53:31.650 | 2021-08-17 13:53:31.650 | 2021-08-28 11:52:55.420 | 2021-08-28 11:52:55.420 | 2021-08-28 14:45:25.583 | True | None | 11.0 | 3.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12448 | P-1874-211001 | L-950-211001 | 1874 | 950 | 10.00 | 10.15 | PRE | 5.0 | 2021-10-01 09:33:26.720 | 2021-10-01 09:33:26.723 | 2021-10-01 09:33:26.723 | 2021-10-16 07:18:03.927 | 2021-10-16 07:18:03.927 | 2021-10-21 11:39:12.663 | True | None | 15.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12449 | P-1156-210825 | L-687-210825 | 1156 | 687 | 30.00 | 30.22 | IPU | 6.0 | 2021-08-25 10:06:17.863 | 2021-08-25 10:06:17.867 | 2021-08-25 10:06:17.867 | 2021-09-16 07:26:37.797 | 2021-09-16 07:26:37.797 | 2021-09-16 14:11:49.997 | True | None | 22.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12450 | P-2743-211220 | L-1332-211220 | 2743 | 1332 | 20.00 | None | ILA | NaN | 2021-12-20 18:56:01.937 | 2021-12-20 18:56:01.937 | NaT | NaT | NaT | NaT | None | None | NaN | 1.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| 12451 | 821P-814-210618 | L-323-210618 | 821 | 323 | 12.00 | 20.15 | PRE | 5.0 | 2021-06-18 11:51:19.343 | 2021-06-18 11:51:19.343 | 2021-06-18 12:25:00.000 | 2021-07-08 12:45:19.650 | 2021-07-08 12:45:19.650 | 2021-07-08 13:14:37.507 | True | None | 20.0 | 2.0 | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |